Housing Profiling Report

Dataset statistics

Number of variables	38
Number of observations	1460
Missing cells	348
Missing cells (%)	0.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	433.6 KiB
Average record size in memory	304.1 B

Variable types

Numeric	30
Categorical	8

Warnings

`OverallQual` is highly correlated with `YearBuilt` and 8 other fields	High correlation
`YearBuilt` is highly correlated with `OverallQual` and 4 other fields	High correlation
`YearRemodAdd` is highly correlated with `OverallQual` and 3 other fields	High correlation
`BsmtFinSF1` is highly correlated with `TotalBsmtSF` and 1 other fields	High correlation
`TotalBsmtSF` is highly correlated with `OverallQual` and 3 other fields	High correlation
`1stFlrSF` is highly correlated with `TotalBsmtSF` and 2 other fields	High correlation
`2ndFlrSF` is highly correlated with `GrLivArea` and 3 other fields	High correlation
`GrLivArea` is highly correlated with `OverallQual` and 6 other fields	High correlation
`BsmtFullBath` is highly correlated with `BsmtFinSF1`	High correlation
`FullBath` is highly correlated with `OverallQual` and 3 other fields	High correlation
`HalfBath` is highly correlated with `2ndFlrSF`	High correlation
`BedroomAbvGr` is highly correlated with `2ndFlrSF` and 2 other fields	High correlation
`TotRmsAbvGrd` is highly correlated with `2ndFlrSF` and 4 other fields	High correlation
`GarageYrBlt` is highly correlated with `OverallQual` and 4 other fields	High correlation
`GarageCars` is highly correlated with `OverallQual` and 4 other fields	High correlation
`GarageArea` is highly correlated with `OverallQual` and 3 other fields	High correlation
`SalePrice` is highly correlated with `OverallQual` and 9 other fields	High correlation
`LotFrontage` is highly correlated with `LotArea`	High correlation
`LotArea` is highly correlated with `LotFrontage`	High correlation
`OverallQual` is highly correlated with `YearBuilt` and 7 other fields	High correlation
`YearBuilt` is highly correlated with `OverallQual` and 6 other fields	High correlation
`YearRemodAdd` is highly correlated with `OverallQual` and 3 other fields	High correlation
`BsmtFinSF1` is highly correlated with `BsmtUnfSF` and 1 other fields	High correlation
`BsmtUnfSF` is highly correlated with `BsmtFinSF1`	High correlation
`TotalBsmtSF` is highly correlated with `1stFlrSF` and 1 other fields	High correlation
`1stFlrSF` is highly correlated with `TotalBsmtSF` and 1 other fields	High correlation
`2ndFlrSF` is highly correlated with `GrLivArea` and 3 other fields	High correlation
`GrLivArea` is highly correlated with `OverallQual` and 6 other fields	High correlation
`BsmtFullBath` is highly correlated with `BsmtFinSF1`	High correlation
`FullBath` is highly correlated with `OverallQual` and 6 other fields	High correlation
`HalfBath` is highly correlated with `2ndFlrSF`	High correlation
`BedroomAbvGr` is highly correlated with `2ndFlrSF` and 2 other fields	High correlation
`TotRmsAbvGrd` is highly correlated with `2ndFlrSF` and 4 other fields	High correlation
`Fireplaces` is highly correlated with `SalePrice`	High correlation
`GarageYrBlt` is highly correlated with `OverallQual` and 6 other fields	High correlation
`GarageCars` is highly correlated with `OverallQual` and 6 other fields	High correlation
`GarageArea` is highly correlated with `OverallQual` and 4 other fields	High correlation
`SalePrice` is highly correlated with `OverallQual` and 11 other fields	High correlation
`LotFrontage` is highly correlated with `LotArea`	High correlation
`LotArea` is highly correlated with `LotFrontage`	High correlation
`OverallQual` is highly correlated with `YearBuilt` and 3 other fields	High correlation
`YearBuilt` is highly correlated with `OverallQual` and 2 other fields	High correlation
`YearRemodAdd` is highly correlated with `YearBuilt` and 1 other fields	High correlation
`BsmtFinSF1` is highly correlated with `BsmtFullBath`	High correlation
`TotalBsmtSF` is highly correlated with `1stFlrSF`	High correlation
`1stFlrSF` is highly correlated with `TotalBsmtSF`	High correlation
`2ndFlrSF` is highly correlated with `GrLivArea` and 1 other fields	High correlation
`GrLivArea` is highly correlated with `2ndFlrSF` and 3 other fields	High correlation
`BsmtFullBath` is highly correlated with `BsmtFinSF1`	High correlation
`FullBath` is highly correlated with `OverallQual` and 2 other fields	High correlation
`HalfBath` is highly correlated with `2ndFlrSF`	High correlation
`BedroomAbvGr` is highly correlated with `TotRmsAbvGrd`	High correlation
`TotRmsAbvGrd` is highly correlated with `GrLivArea` and 1 other fields	High correlation
`GarageYrBlt` is highly correlated with `YearBuilt` and 2 other fields	High correlation
`GarageCars` is highly correlated with `OverallQual` and 3 other fields	High correlation
`GarageArea` is highly correlated with `GarageCars`	High correlation
`SalePrice` is highly correlated with `OverallQual` and 3 other fields	High correlation
`Fireplaces` is highly correlated with `1stFlrSF` and 1 other fields	High correlation
`BsmtFinSF1` is highly correlated with `GarageArea` and 7 other fields	High correlation
`EnclosedPorch` is highly correlated with `PoolArea`	High correlation
`2ndFlrSF` is highly correlated with `OverallQual` and 8 other fields	High correlation
`GarageArea` is highly correlated with `BsmtFinSF1` and 7 other fields	High correlation
`OverallQual` is highly correlated with `2ndFlrSF` and 10 other fields	High correlation
`1stFlrSF` is highly correlated with `Fireplaces` and 10 other fields	High correlation
`KitchenAbvGr` is highly correlated with `MSSubClass`	High correlation
`YearBuilt` is highly correlated with `2ndFlrSF` and 9 other fields	High correlation
`OverallCond` is highly correlated with `OverallQual`	High correlation
`BsmtFullBath` is highly correlated with `BsmtFinSF1` and 2 other fields	High correlation
`OpenPorchSF` is highly correlated with `BsmtFinSF1` and 1 other fields	High correlation
`GarageYrBlt` is highly correlated with `YearBuilt` and 4 other fields	High correlation
`GarageCars` is highly correlated with `GarageArea` and 7 other fields	High correlation
`SalePrice` is highly correlated with `BsmtFinSF1` and 12 other fields	High correlation
`LotFrontage` is highly correlated with `BsmtFinSF1` and 3 other fields	High correlation
`MasVnrArea` is highly correlated with `2ndFlrSF` and 3 other fields	High correlation
`BsmtUnfSF` is highly correlated with `1stFlrSF` and 1 other fields	High correlation
`FullBath` is highly correlated with `2ndFlrSF` and 10 other fields	High correlation
`BedroomAbvGr` is highly correlated with `BsmtFullBath` and 4 other fields	High correlation
`TotRmsAbvGrd` is highly correlated with `2ndFlrSF` and 6 other fields	High correlation
`GrLivArea` is highly correlated with `Fireplaces` and 16 other fields	High correlation
`PoolArea` is highly correlated with `EnclosedPorch` and 3 other fields	High correlation
`TotalBsmtSF` is highly correlated with `BsmtFinSF1` and 8 other fields	High correlation
`YearRemodAdd` is highly correlated with `YearBuilt` and 2 other fields	High correlation
`HalfBath` is highly correlated with `2ndFlrSF` and 1 other fields	High correlation
`MSSubClass` is highly correlated with `2ndFlrSF` and 6 other fields	High correlation
`LotFrontage` has 259 (17.7%) missing values	Missing
`GarageYrBlt` has 81 (5.5%) missing values	Missing
`MiscVal` is highly skewed (γ1 = 24.47679419)	Skewed
`Id` is uniformly distributed	Uniform
`Id` has unique values	Unique
`MasVnrArea` has 861 (59.0%) zeros	Zeros
`BsmtFinSF1` has 467 (32.0%) zeros	Zeros
`BsmtFinSF2` has 1293 (88.6%) zeros	Zeros
`BsmtUnfSF` has 118 (8.1%) zeros	Zeros
`TotalBsmtSF` has 37 (2.5%) zeros	Zeros
`2ndFlrSF` has 829 (56.8%) zeros	Zeros
`LowQualFinSF` has 1434 (98.2%) zeros	Zeros
`GarageArea` has 81 (5.5%) zeros	Zeros
`WoodDeckSF` has 761 (52.1%) zeros	Zeros
`OpenPorchSF` has 656 (44.9%) zeros	Zeros
`EnclosedPorch` has 1252 (85.8%) zeros	Zeros
`3SsnPorch` has 1436 (98.4%) zeros	Zeros
`ScreenPorch` has 1344 (92.1%) zeros	Zeros
`PoolArea` has 1453 (99.5%) zeros	Zeros
`MiscVal` has 1408 (96.4%) zeros	Zeros

Reproduction

Analysis started	2022-01-26 14:14:15.637977
Analysis finished	2022-01-26 14:17:58.501187
Duration	3 minutes and 42.86 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Id
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	1460
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	730.5

Minimum	1
Maximum	1460
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1
5-th percentile	73.95
Q1	365.75
median	730.5
Q3	1095.25
95-th percentile	1387.05
Maximum	1460
Range	1459
Interquartile range (IQR)	729.5

Descriptive statistics

Standard deviation	421.6100094
Coefficient of variation (CV)	0.577152648
Kurtosis	-1.2
Mean	730.5
Median Absolute Deviation (MAD)	365
Skewness	0
Sum	1066530
Variance	177755
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.1%
982	1	0.1%
980	1	0.1%
979	1	0.1%
978	1	0.1%
977	1	0.1%
976	1	0.1%
975	1	0.1%
974	1	0.1%
973	1	0.1%
Other values (1450)	1450	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%
10	1	0.1%

Value	Count	Frequency (%)
1460	1	0.1%
1459	1	0.1%
1458	1	0.1%
1457	1	0.1%
1456	1	0.1%
1455	1	0.1%
1454	1	0.1%
1453	1	0.1%
1452	1	0.1%
1451	1	0.1%

MSSubClass
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	15
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.89726027

Minimum	20
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	20
5-th percentile	20
Q1	20
median	50
Q3	70
95-th percentile	160
Maximum	190
Range	170
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	42.30057099
Coefficient of variation (CV)	0.7434553226
Kurtosis	1.580187965
Mean	56.89726027
Median Absolute Deviation (MAD)	30
Skewness	1.407656747
Sum	83070
Variance	1789.338306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
20	536	36.7%
60	299	20.5%
50	144	9.9%
120	87	6.0%
30	69	4.7%
160	63	4.3%
70	60	4.1%
80	58	4.0%
90	52	3.6%
190	30	2.1%
Other values (5)	62	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	536	36.7%
30	69	4.7%
40	4	0.3%
45	12	0.8%
50	144	9.9%
60	299	20.5%
70	60	4.1%
75	16	1.1%
80	58	4.0%
85	20	1.4%

Value	Count	Frequency (%)
190	30	2.1%
180	10	0.7%
160	63	4.3%
120	87	6.0%
90	52	3.6%
85	20	1.4%
80	58	4.0%
75	16	1.1%
70	60	4.1%
60	299	20.5%

LotFrontage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	110
Distinct (%)	9.2%
Missing	259
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	70.04995837

Minimum	21
Maximum	313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	21
5-th percentile	34
Q1	59
median	69
Q3	80
95-th percentile	107
Maximum	313
Range	292
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	24.28475177
Coefficient of variation (CV)	0.3466776047
Kurtosis	17.45286726
Mean	70.04995837
Median Absolute Deviation (MAD)	11
Skewness	2.163569142
Sum	84130
Variance	589.7491687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	143	9.8%
70	70	4.8%
80	69	4.7%
50	57	3.9%
75	53	3.6%
65	44	3.0%
85	40	2.7%
78	25	1.7%
90	23	1.6%
21	23	1.6%
Other values (100)	654	44.8%
(Missing)	259	17.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	23	1.6%
24	19	1.3%
30	6	0.4%
32	5	0.3%
33	1	0.1%
34	10	0.7%
35	9	0.6%
36	6	0.4%
37	5	0.3%
38	1	0.1%

Value	Count	Frequency (%)
313	2	0.1%
182	1	0.1%
174	2	0.1%
168	1	0.1%
160	1	0.1%
153	1	0.1%
152	1	0.1%
150	1	0.1%
149	1	0.1%
144	1	0.1%

LotArea
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	1073
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10516.82808

Minimum	1300
Maximum	215245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1300
5-th percentile	3311.7
Q1	7553.5
median	9478.5
Q3	11601.5
95-th percentile	17401.15
Maximum	215245
Range	213945
Interquartile range (IQR)	4048

Descriptive statistics

Standard deviation	9981.264932
Coefficient of variation (CV)	0.949075601
Kurtosis	203.243271
Mean	10516.82808
Median Absolute Deviation (MAD)	1998
Skewness	12.20768785
Sum	15354569
Variance	99625649.65
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7200	25	1.7%
9600	24	1.6%
6000	17	1.2%
9000	14	1.0%
8400	14	1.0%
10800	14	1.0%
1680	10	0.7%
7500	9	0.6%
9100	8	0.5%
8125	8	0.5%
Other values (1063)	1317	90.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1300	1	0.1%
1477	1	0.1%
1491	1	0.1%
1526	1	0.1%
1533	2	0.1%
1596	1	0.1%
1680	10	0.7%
1869	1	0.1%
1890	2	0.1%
1920	1	0.1%

Value	Count	Frequency (%)
215245	1	0.1%
164660	1	0.1%
159000	1	0.1%
115149	1	0.1%
70761	1	0.1%
63887	1	0.1%
57200	1	0.1%
53504	1	0.1%
53227	1	0.1%
53107	1	0.1%

OverallQual
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.099315068

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.382996547
Coefficient of variation (CV)	0.2267462053
Kurtosis	0.09629277836
Mean	6.099315068
Median Absolute Deviation (MAD)	1
Skewness	0.2169439278
Sum	8905
Variance	1.912679448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	397	27.2%
6	374	25.6%
7	319	21.8%
8	168	11.5%
4	116	7.9%
9	43	2.9%
3	20	1.4%
10	18	1.2%
2	3	0.2%
1	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	0.1%
2	3	0.2%
3	20	1.4%
4	116	7.9%
5	397	27.2%
6	374	25.6%
7	319	21.8%
8	168	11.5%
9	43	2.9%
10	18	1.2%

Value	Count	Frequency (%)
10	18	1.2%
9	43	2.9%
8	168	11.5%
7	319	21.8%
6	374	25.6%
5	397	27.2%
4	116	7.9%
3	20	1.4%
2	3	0.2%
1	2	0.1%

OverallCond
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.575342466

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	5
Q3	6
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.112799337
Coefficient of variation (CV)	0.1995930014
Kurtosis	1.106413461
Mean	5.575342466
Median Absolute Deviation (MAD)	0
Skewness	0.6930674725
Sum	8140
Variance	1.238322364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	5	0.3%
3	25	1.7%
4	57	3.9%
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
9	22	1.5%

Value	Count	Frequency (%)
9	22	1.5%
8	72	4.9%
7	205	14.0%
6	252	17.3%
5	821	56.2%
4	57	3.9%
3	25	1.7%
2	5	0.3%
1	1	0.1%

YearBuilt
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	112
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1971.267808

Minimum	1872
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1872
5-th percentile	1916
Q1	1954
median	1973
Q3	2000
95-th percentile	2007
Maximum	2010
Range	138
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	30.20290404
Coefficient of variation (CV)	0.01532156307
Kurtosis	-0.4395519416
Mean	1971.267808
Median Absolute Deviation (MAD)	25
Skewness	-0.6134611725
Sum	2878051
Variance	912.2154126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2007	49	3.4%
2003	45	3.1%
1976	33	2.3%
1977	32	2.2%
1920	30	2.1%
1959	26	1.8%
1998	25	1.7%
Other values (102)	1035	70.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1872	1	0.1%
1875	1	0.1%
1880	4	0.3%
1882	1	0.1%
1885	2	0.1%
1890	2	0.1%
1892	2	0.1%
1893	1	0.1%
1898	1	0.1%
1900	10	0.7%

Value	Count	Frequency (%)
2010	1	0.1%
2009	18	1.2%
2008	23	1.6%
2007	49	3.4%
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2003	45	3.1%
2002	23	1.6%
2001	20	1.4%

YearRemodAdd
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	61
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1984.865753

Minimum	1950
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1950
5-th percentile	1950
Q1	1967
median	1994
Q3	2004
95-th percentile	2007
Maximum	2010
Range	60
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	20.64540681
Coefficient of variation (CV)	0.01040141217
Kurtosis	-1.272245192
Mean	1984.865753
Median Absolute Deviation (MAD)	13
Skewness	-0.5035620027
Sum	2897904
Variance	426.2328223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1950	178	12.2%
2006	97	6.6%
2007	76	5.2%
2005	73	5.0%
2004	62	4.2%
2000	55	3.8%
2003	51	3.5%
2002	48	3.3%
2008	40	2.7%
1996	36	2.5%
Other values (51)	744	51.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1950	178	12.2%
1951	4	0.3%
1952	5	0.3%
1953	10	0.7%
1954	14	1.0%
1955	9	0.6%
1956	10	0.7%
1957	9	0.6%
1958	15	1.0%
1959	18	1.2%

Value	Count	Frequency (%)
2010	6	0.4%
2009	23	1.6%
2008	40	2.7%
2007	76	5.2%
2006	97	6.6%
2005	73	5.0%
2004	62	4.2%
2003	51	3.5%
2002	48	3.3%
2001	21	1.4%

MasVnrArea
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	327
Distinct (%)	22.5%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	103.6852617

Minimum	0
Maximum	1600
Zeros	861
Zeros (%)	59.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	166
95-th percentile	456
Maximum	1600
Range	1600
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	181.0662066
Coefficient of variation (CV)	1.746306115
Kurtosis	10.08241732
Mean	103.6852617
Median Absolute Deviation (MAD)	0
Skewness	2.66908421
Sum	150551
Variance	32784.97117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	861	59.0%
72	8	0.5%
108	8	0.5%
180	8	0.5%
120	7	0.5%
16	7	0.5%
340	6	0.4%
106	6	0.4%
80	6	0.4%
200	6	0.4%
Other values (317)	529	36.2%
(Missing)	8	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	861	59.0%
1	2	0.1%
11	1	0.1%
14	1	0.1%
16	7	0.5%
18	2	0.1%
22	1	0.1%
24	1	0.1%
27	1	0.1%
28	1	0.1%

Value	Count	Frequency (%)
1600	1	0.1%
1378	1	0.1%
1170	1	0.1%
1129	1	0.1%
1115	1	0.1%
1047	1	0.1%
1031	1	0.1%
975	1	0.1%
922	1	0.1%
921	1	0.1%

BsmtFinSF1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	637
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	443.639726

Minimum	0
Maximum	5644
Zeros	467
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	383.5
Q3	712.25
95-th percentile	1274
Maximum	5644
Range	5644
Interquartile range (IQR)	712.25

Descriptive statistics

Standard deviation	456.0980908
Coefficient of variation (CV)	1.028082167
Kurtosis	11.11823629
Mean	443.639726
Median Absolute Deviation (MAD)	383.5
Skewness	1.685503072
Sum	647714
Variance	208025.4685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	467	32.0%
24	12	0.8%
16	9	0.6%
686	5	0.3%
662	5	0.3%
20	5	0.3%
936	5	0.3%
616	5	0.3%
560	4	0.3%
553	4	0.3%
Other values (627)	939	64.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	467	32.0%
2	1	0.1%
16	9	0.6%
20	5	0.3%
24	12	0.8%
25	1	0.1%
27	1	0.1%
28	3	0.2%
33	1	0.1%
35	1	0.1%

Value	Count	Frequency (%)
5644	1	0.1%
2260	1	0.1%
2188	1	0.1%
2096	1	0.1%
1904	1	0.1%
1880	1	0.1%
1810	1	0.1%
1767	1	0.1%
1721	1	0.1%
1696	1	0.1%

BsmtFinSF2
Real number (ℝ_≥0)

ZEROS

Distinct	144
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.54931507

Minimum	0
Maximum	1474
Zeros	1293
Zeros (%)	88.6%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	396.2
Maximum	1474
Range	1474
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	161.3192728
Coefficient of variation (CV)	3.465556315
Kurtosis	20.11333755
Mean	46.54931507
Median Absolute Deviation (MAD)	0
Skewness	4.255261109
Sum	67962
Variance	26023.90778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1293	88.6%
180	5	0.3%
374	3	0.2%
551	2	0.1%
147	2	0.1%
294	2	0.1%
391	2	0.1%
539	2	0.1%
96	2	0.1%
480	2	0.1%
Other values (134)	145	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1293	88.6%
28	1	0.1%
32	1	0.1%
35	1	0.1%
40	1	0.1%
41	2	0.1%
64	2	0.1%
68	1	0.1%
80	1	0.1%
81	1	0.1%

Value	Count	Frequency (%)
1474	1	0.1%
1127	1	0.1%
1120	1	0.1%
1085	1	0.1%
1080	1	0.1%
1063	1	0.1%
1061	1	0.1%
1057	1	0.1%
1031	1	0.1%
1029	1	0.1%

BsmtUnfSF
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	780
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	567.240411

Minimum	0
Maximum	2336
Zeros	118
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	223
median	477.5
Q3	808
95-th percentile	1468
Maximum	2336
Range	2336
Interquartile range (IQR)	585

Descriptive statistics

Standard deviation	441.8669553
Coefficient of variation (CV)	0.7789765094
Kurtosis	0.4749939878
Mean	567.240411
Median Absolute Deviation (MAD)	288
Skewness	0.9202684528
Sum	828171
Variance	195246.4062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	118	8.1%
728	9	0.6%
384	8	0.5%
600	7	0.5%
300	7	0.5%
572	7	0.5%
270	6	0.4%
625	6	0.4%
672	6	0.4%
440	6	0.4%
Other values (770)	1280	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	118	8.1%
14	1	0.1%
15	1	0.1%
23	2	0.1%
26	1	0.1%
29	1	0.1%
30	1	0.1%
32	2	0.1%
35	1	0.1%
36	4	0.3%

Value	Count	Frequency (%)
2336	1	0.1%
2153	1	0.1%
2121	1	0.1%
2046	1	0.1%
2042	1	0.1%
2002	1	0.1%
1969	1	0.1%
1935	1	0.1%
1926	1	0.1%
1907	1	0.1%

TotalBsmtSF
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	721
Distinct (%)	49.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1057.429452

Minimum	0
Maximum	6110
Zeros	37
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	519.3
Q1	795.75
median	991.5
Q3	1298.25
95-th percentile	1753
Maximum	6110
Range	6110
Interquartile range (IQR)	502.5

Descriptive statistics

Standard deviation	438.7053245
Coefficient of variation (CV)	0.4148790481
Kurtosis	13.25048328
Mean	1057.429452
Median Absolute Deviation (MAD)	234.5
Skewness	1.524254549
Sum	1543847
Variance	192462.3617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	2.5%
864	35	2.4%
672	17	1.2%
912	15	1.0%
1040	14	1.0%
816	13	0.9%
768	12	0.8%
728	12	0.8%
894	11	0.8%
780	11	0.8%
Other values (711)	1283	87.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37	2.5%
105	1	0.1%
190	1	0.1%
264	3	0.2%
270	1	0.1%
290	1	0.1%
319	1	0.1%
360	1	0.1%
372	1	0.1%
384	7	0.5%

Value	Count	Frequency (%)
6110	1	0.1%
3206	1	0.1%
3200	1	0.1%
3138	1	0.1%
3094	1	0.1%
2633	1	0.1%
2524	1	0.1%
2444	1	0.1%
2396	1	0.1%
2392	1	0.1%

1stFlrSF
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	753
Distinct (%)	51.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1162.626712

Minimum	334
Maximum	4692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	334
5-th percentile	672.95
Q1	882
median	1087
Q3	1391.25
95-th percentile	1831.25
Maximum	4692
Range	4358
Interquartile range (IQR)	509.25

Descriptive statistics

Standard deviation	386.587738
Coefficient of variation (CV)	0.3325123481
Kurtosis	5.745841482
Mean	1162.626712
Median Absolute Deviation (MAD)	234.5
Skewness	1.376756622
Sum	1697435
Variance	149450.0792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	25	1.7%
1040	16	1.1%
912	14	1.0%
894	12	0.8%
848	12	0.8%
672	11	0.8%
630	9	0.6%
816	9	0.6%
483	7	0.5%
960	7	0.5%
Other values (743)	1338	91.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
334	1	0.1%
372	1	0.1%
438	1	0.1%
480	1	0.1%
483	7	0.5%
495	1	0.1%
520	5	0.3%
525	1	0.1%
526	1	0.1%
536	1	0.1%

Value	Count	Frequency (%)
4692	1	0.1%
3228	1	0.1%
3138	1	0.1%
2898	1	0.1%
2633	1	0.1%
2524	1	0.1%
2515	1	0.1%
2444	1	0.1%
2411	1	0.1%
2402	1	0.1%

2ndFlrSF
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	417
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346.9924658

Minimum	0
Maximum	2065
Zeros	829
Zeros (%)	56.8%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	728
95-th percentile	1141.05
Maximum	2065
Range	2065
Interquartile range (IQR)	728

Descriptive statistics

Standard deviation	436.5284359
Coefficient of variation (CV)	1.258034335
Kurtosis	-0.5534635576
Mean	346.9924658
Median Absolute Deviation (MAD)	0
Skewness	0.8130298163
Sum	506609
Variance	190557.0753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	829	56.8%
728	10	0.7%
504	9	0.6%
546	8	0.5%
672	8	0.5%
600	7	0.5%
720	7	0.5%
896	6	0.4%
862	5	0.3%
780	5	0.3%
Other values (407)	566	38.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	829	56.8%
110	1	0.1%
167	1	0.1%
192	1	0.1%
208	1	0.1%
213	1	0.1%
220	1	0.1%
224	1	0.1%
240	2	0.1%
252	2	0.1%

Value	Count	Frequency (%)
2065	1	0.1%
1872	1	0.1%
1818	1	0.1%
1796	1	0.1%
1611	1	0.1%
1589	1	0.1%
1540	1	0.1%
1538	1	0.1%
1523	1	0.1%
1519	1	0.1%

LowQualFinSF
Real number (ℝ_≥0)

ZEROS

Distinct	24
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.844520548

Minimum	0
Maximum	572
Zeros	1434
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	572
Range	572
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	48.62308143
Coefficient of variation (CV)	8.319430317
Kurtosis	83.23481667
Mean	5.844520548
Median Absolute Deviation (MAD)	0
Skewness	9.011341288
Sum	8533
Variance	2364.204048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	1434	98.2%
80	3	0.2%
360	2	0.1%
205	1	0.1%
479	1	0.1%
397	1	0.1%
514	1	0.1%
120	1	0.1%
481	1	0.1%
232	1	0.1%
Other values (14)	14	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1434	98.2%
53	1	0.1%
80	3	0.2%
120	1	0.1%
144	1	0.1%
156	1	0.1%
205	1	0.1%
232	1	0.1%
234	1	0.1%
360	2	0.1%

Value	Count	Frequency (%)
572	1	0.1%
528	1	0.1%
515	1	0.1%
514	1	0.1%
513	1	0.1%
481	1	0.1%
479	1	0.1%
473	1	0.1%
420	1	0.1%
397	1	0.1%

GrLivArea
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	861
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1515.463699

Minimum	334
Maximum	5642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	334
5-th percentile	848
Q1	1129.5
median	1464
Q3	1776.75
95-th percentile	2466.1
Maximum	5642
Range	5308
Interquartile range (IQR)	647.25

Descriptive statistics

Standard deviation	525.4803834
Coefficient of variation (CV)	0.3467456092
Kurtosis	4.895120581
Mean	1515.463699
Median Absolute Deviation (MAD)	326
Skewness	1.366560356
Sum	2212577
Variance	276129.6334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	22	1.5%
1040	14	1.0%
894	11	0.8%
1456	10	0.7%
848	10	0.7%
1200	9	0.6%
912	9	0.6%
816	8	0.5%
1092	8	0.5%
1728	7	0.5%
Other values (851)	1352	92.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
334	1	0.1%
438	1	0.1%
480	1	0.1%
520	1	0.1%
605	1	0.1%
616	1	0.1%
630	6	0.4%
672	2	0.1%
691	1	0.1%
693	1	0.1%

Value	Count	Frequency (%)
5642	1	0.1%
4676	1	0.1%
4476	1	0.1%
4316	1	0.1%
3627	1	0.1%
3608	1	0.1%
3493	1	0.1%
3447	1	0.1%
3395	1	0.1%
3279	1	0.1%

BsmtFullBath
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	82.8 KiB

0	856
1	588
2	15
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

BsmtHalfBath
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	82.8 KiB

0	1378
1	80
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

FullBath
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	82.8 KiB

2	768
1	650
3	33
0	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring characters

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

HalfBath
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	82.8 KiB

0	913
1	535
2	12

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

BedroomAbvGr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.866438356

Minimum	0
Maximum	8
Zeros	6
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8157780441
Coefficient of variation (CV)	0.2845964025
Kurtosis	2.230874582
Mean	2.866438356
Median Absolute Deviation (MAD)	0
Skewness	0.2117900963
Sum	4185
Variance	0.6654938173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	804	55.1%
2	358	24.5%
4	213	14.6%
1	50	3.4%
5	21	1.4%
6	7	0.5%
0	6	0.4%
8	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	0.4%
1	50	3.4%
2	358	24.5%
3	804	55.1%
4	213	14.6%
5	21	1.4%
6	7	0.5%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
6	7	0.5%
5	21	1.4%
4	213	14.6%
3	804	55.1%
2	358	24.5%
1	50	3.4%
0	6	0.4%

KitchenAbvGr
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	82.8 KiB

1	1392
2	65
3	2
0	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

TotRmsAbvGrd
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.517808219

Minimum	2
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	10
Maximum	14
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.625393291
Coefficient of variation (CV)	0.2493772808
Kurtosis	0.8807615657
Mean	6.517808219
Median Absolute Deviation (MAD)	1
Skewness	0.6763408364
Sum	9516
Variance	2.641903349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	402	27.5%
7	329	22.5%
5	275	18.8%
8	187	12.8%
4	97	6.6%
9	75	5.1%
10	47	3.2%
11	18	1.2%
3	17	1.2%
12	11	0.8%
Other values (2)	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.1%
3	17	1.2%
4	97	6.6%
5	275	18.8%
6	402	27.5%
7	329	22.5%
8	187	12.8%
9	75	5.1%
10	47	3.2%
11	18	1.2%

Value	Count	Frequency (%)
14	1	0.1%
12	11	0.8%
11	18	1.2%
10	47	3.2%
9	75	5.1%
8	187	12.8%
7	329	22.5%
6	402	27.5%
5	275	18.8%
4	97	6.6%

Fireplaces
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	82.8 KiB

0	690
1	650
2	115
3	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

GarageYrBlt
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	97
Distinct (%)	7.0%
Missing	81
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	1978.506164

Minimum	1900
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1900
5-th percentile	1930
Q1	1961
median	1980
Q3	2002
95-th percentile	2007
Maximum	2010
Range	110
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	24.68972477
Coefficient of variation (CV)	0.01247897288
Kurtosis	-0.418340998
Mean	1978.506164
Median Absolute Deviation (MAD)	21
Skewness	-0.6494146239
Sum	2728360
Variance	609.5825091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2005	65	4.5%
2006	59	4.0%
2004	53	3.6%
2003	50	3.4%
2007	49	3.4%
1977	35	2.4%
1998	31	2.1%
1999	30	2.1%
1976	29	2.0%
2008	29	2.0%
Other values (87)	949	65.0%
(Missing)	81	5.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1900	1	0.1%
1906	1	0.1%
1908	1	0.1%
1910	3	0.2%
1914	2	0.1%
1915	2	0.1%
1916	5	0.3%
1918	2	0.1%
1920	14	1.0%
1921	3	0.2%

Value	Count	Frequency (%)
2010	3	0.2%
2009	21	1.4%
2008	29	2.0%
2007	49	3.4%
2006	59	4.0%
2005	65	4.5%
2004	53	3.6%
2003	50	3.4%
2002	26	1.8%
2001	20	1.4%

GarageCars
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	82.8 KiB

2	824
1	369
3	181
0	81
4	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring characters

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

GarageArea
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	441
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	472.980137

Minimum	0
Maximum	1418
Zeros	81
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	334.5
median	480
Q3	576
95-th percentile	850.1
Maximum	1418
Range	1418
Interquartile range (IQR)	241.5

Descriptive statistics

Standard deviation	213.8048415
Coefficient of variation (CV)	0.452037675
Kurtosis	0.9170672023
Mean	472.980137
Median Absolute Deviation (MAD)	120
Skewness	0.1799809067
Sum	690551
Variance	45712.51023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81	5.5%
440	49	3.4%
576	47	3.2%
240	38	2.6%
484	34	2.3%
528	33	2.3%
288	27	1.8%
400	25	1.7%
264	24	1.6%
480	24	1.6%
Other values (431)	1078	73.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	81	5.5%
160	2	0.1%
164	1	0.1%
180	9	0.6%
186	1	0.1%
189	1	0.1%
192	1	0.1%
198	1	0.1%
200	4	0.3%
205	3	0.2%

Value	Count	Frequency (%)
1418	1	0.1%
1390	1	0.1%
1356	1	0.1%
1248	1	0.1%
1220	1	0.1%
1166	1	0.1%
1134	1	0.1%
1069	1	0.1%
1053	1	0.1%
1052	2	0.1%

WoodDeckSF
Real number (ℝ_≥0)

ZEROS

Distinct	274
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.24452055

Minimum	0
Maximum	857
Zeros	761
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	168
95-th percentile	335
Maximum	857
Range	857
Interquartile range (IQR)	168

Descriptive statistics

Standard deviation	125.3387944
Coefficient of variation (CV)	1.329931901
Kurtosis	2.992950925
Mean	94.24452055
Median Absolute Deviation (MAD)	0
Skewness	1.541375757
Sum	137597
Variance	15709.81337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	761	52.1%
192	38	2.6%
100	36	2.5%
144	33	2.3%
120	31	2.1%
168	28	1.9%
140	15	1.0%
224	14	1.0%
208	10	0.7%
240	10	0.7%
Other values (264)	484	33.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	761	52.1%
12	2	0.1%
24	2	0.1%
26	2	0.1%
28	2	0.1%
30	1	0.1%
32	1	0.1%
33	1	0.1%
35	1	0.1%
36	4	0.3%

Value	Count	Frequency (%)
857	1	0.1%
736	1	0.1%
728	1	0.1%
670	1	0.1%
668	1	0.1%
635	1	0.1%
586	1	0.1%
576	1	0.1%
574	1	0.1%
550	1	0.1%

OpenPorchSF
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	202
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.66027397

Minimum	0
Maximum	547
Zeros	656
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25
Q3	68
95-th percentile	175.05
Maximum	547
Range	547
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	66.25602768
Coefficient of variation (CV)	1.419966538
Kurtosis	8.490335806
Mean	46.66027397
Median Absolute Deviation (MAD)	25
Skewness	2.36434174
Sum	68124
Variance	4389.861203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	656	44.9%
36	29	2.0%
48	22	1.5%
20	21	1.4%
40	19	1.3%
45	19	1.3%
24	16	1.1%
30	16	1.1%
60	15	1.0%
39	14	1.0%
Other values (192)	633	43.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	656	44.9%
4	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%
12	3	0.2%
15	1	0.1%
16	8	0.5%
17	2	0.1%
18	5	0.3%

Value	Count	Frequency (%)
547	1	0.1%
523	1	0.1%
502	1	0.1%
418	1	0.1%
406	1	0.1%
364	1	0.1%
341	1	0.1%
319	1	0.1%
312	2	0.1%
304	1	0.1%

EnclosedPorch
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	120
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.95410959

Minimum	0
Maximum	552
Zeros	1252
Zeros (%)	85.8%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	180.15
Maximum	552
Range	552
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	61.1191486
Coefficient of variation (CV)	2.783950237
Kurtosis	10.43076594
Mean	21.95410959
Median Absolute Deviation (MAD)	0
Skewness	3.089871904
Sum	32053
Variance	3735.550326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1252	85.8%
112	15	1.0%
96	6	0.4%
192	5	0.3%
144	5	0.3%
120	5	0.3%
216	5	0.3%
156	4	0.3%
116	4	0.3%
252	4	0.3%
Other values (110)	155	10.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1252	85.8%
19	1	0.1%
20	1	0.1%
24	1	0.1%
30	1	0.1%
32	2	0.1%
34	2	0.1%
36	2	0.1%
37	1	0.1%
39	2	0.1%

Value	Count	Frequency (%)
552	1	0.1%
386	1	0.1%
330	1	0.1%
318	1	0.1%
301	1	0.1%
294	1	0.1%
293	1	0.1%
291	1	0.1%
286	1	0.1%
280	1	0.1%

3SsnPorch
Real number (ℝ_≥0)

ZEROS

Distinct	20
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.409589041

Minimum	0
Maximum	508
Zeros	1436
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	508
Range	508
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	29.31733056
Coefficient of variation (CV)	8.598493896
Kurtosis	123.6623794
Mean	3.409589041
Median Absolute Deviation (MAD)	0
Skewness	10.30434203
Sum	4978
Variance	859.505871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	1436	98.4%
168	3	0.2%
144	2	0.1%
180	2	0.1%
216	2	0.1%
290	1	0.1%
153	1	0.1%
96	1	0.1%
23	1	0.1%
162	1	0.1%
Other values (10)	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1436	98.4%
23	1	0.1%
96	1	0.1%
130	1	0.1%
140	1	0.1%
144	2	0.1%
153	1	0.1%
162	1	0.1%
168	3	0.2%
180	2	0.1%

Value	Count	Frequency (%)
508	1	0.1%
407	1	0.1%
320	1	0.1%
304	1	0.1%
290	1	0.1%
245	1	0.1%
238	1	0.1%
216	2	0.1%
196	1	0.1%
182	1	0.1%

ScreenPorch
Real number (ℝ_≥0)

ZEROS

Distinct	76
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.0609589

Minimum	0
Maximum	480
Zeros	1344
Zeros (%)	92.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	160
Maximum	480
Range	480
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	55.75741528
Coefficient of variation (CV)	3.70211589
Kurtosis	18.43906784
Mean	15.0609589
Median Absolute Deviation (MAD)	0
Skewness	4.122213743
Sum	21989
Variance	3108.889359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1344	92.1%
192	6	0.4%
120	5	0.3%
224	5	0.3%
189	4	0.3%
180	4	0.3%
147	3	0.2%
90	3	0.2%
160	3	0.2%
144	3	0.2%
Other values (66)	80	5.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1344	92.1%
40	1	0.1%
53	1	0.1%
60	1	0.1%
63	1	0.1%
80	1	0.1%
90	3	0.2%
95	1	0.1%
99	1	0.1%
100	2	0.1%

Value	Count	Frequency (%)
480	1	0.1%
440	1	0.1%
410	1	0.1%
396	1	0.1%
385	1	0.1%
374	1	0.1%
322	1	0.1%
312	1	0.1%
291	1	0.1%
288	2	0.1%

PoolArea
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.75890411

Minimum	0
Maximum	738
Zeros	1453
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	738
Range	738
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	40.17730694
Coefficient of variation (CV)	14.56277759
Kurtosis	223.2684989
Mean	2.75890411
Median Absolute Deviation (MAD)	0
Skewness	14.82837364
Sum	4028
Variance	1614.215993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	1453	99.5%
512	1	0.1%
648	1	0.1%
576	1	0.1%
555	1	0.1%
480	1	0.1%
519	1	0.1%
738	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1453	99.5%
480	1	0.1%
512	1	0.1%
519	1	0.1%
555	1	0.1%
576	1	0.1%
648	1	0.1%
738	1	0.1%

Value	Count	Frequency (%)
738	1	0.1%
648	1	0.1%
576	1	0.1%
555	1	0.1%
519	1	0.1%
512	1	0.1%
480	1	0.1%
0	1453	99.5%

MiscVal
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	21
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.4890411

Minimum	0
Maximum	15500
Zeros	1408
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	15500
Range	15500
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	496.1230245
Coefficient of variation (CV)	11.408001
Kurtosis	701.0033423
Mean	43.4890411
Median Absolute Deviation (MAD)	0
Skewness	24.47679419
Sum	63494
Variance	246138.0554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	1408	96.4%
400	11	0.8%
500	8	0.5%
700	5	0.3%
450	4	0.3%
600	4	0.3%
2000	4	0.3%
1200	2	0.1%
480	2	0.1%
15500	1	0.1%
Other values (11)	11	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1408	96.4%
54	1	0.1%
350	1	0.1%
400	11	0.8%
450	4	0.3%
480	2	0.1%
500	8	0.5%
560	1	0.1%
600	4	0.3%
620	1	0.1%

Value	Count	Frequency (%)
15500	1	0.1%
8300	1	0.1%
3500	1	0.1%
2500	1	0.1%
2000	4	0.3%
1400	1	0.1%
1300	1	0.1%
1200	2	0.1%
1150	1	0.1%
800	1	0.1%

MoSold
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.321917808

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	6
Q3	8
95-th percentile	11
Maximum	12
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.703626208
Coefficient of variation (CV)	0.4276591836
Kurtosis	-0.4041093415
Mean	6.321917808
Median Absolute Deviation (MAD)	2
Skewness	0.2120529851
Sum	9230
Variance	7.309594675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	253	17.3%
7	234	16.0%
5	204	14.0%
4	141	9.7%
8	122	8.4%
3	106	7.3%
10	89	6.1%
11	79	5.4%
9	63	4.3%
12	59	4.0%
Other values (2)	110	7.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	58	4.0%
2	52	3.6%
3	106	7.3%
4	141	9.7%
5	204	14.0%
6	253	17.3%
7	234	16.0%
8	122	8.4%
9	63	4.3%
10	89	6.1%

Value	Count	Frequency (%)
12	59	4.0%
11	79	5.4%
10	89	6.1%
9	63	4.3%
8	122	8.4%
7	234	16.0%
6	253	17.3%
5	204	14.0%
4	141	9.7%
3	106	7.3%

YrSold
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

2009	338
2007	329
2006	314
2008	304
2010	175

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	5840
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2008
2nd row	2007
3rd row	2008
4th row	2006
5th row	2008

Common Values

Value	Count	Frequency (%)
2009	338	23.2%
2007	329	22.5%
2006	314	21.5%
2008	304	20.8%
2010	175	12.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
2009	338	23.2%
2007	329	22.5%
2006	314	21.5%
2008	304	20.8%
2010	175	12.0%

Most occurring characters

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5840	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5840	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5840	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2920	50.0%
2	1460	25.0%
9	338	5.8%
7	329	5.6%
6	314	5.4%
8	304	5.2%
1	175	3.0%

SalePrice
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	663
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180921.1959

Minimum	34900
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	34900
5-th percentile	88000
Q1	129975
median	163000
Q3	214000
95-th percentile	326100
Maximum	755000
Range	720100
Interquartile range (IQR)	84025

Descriptive statistics

Standard deviation	79442.50288
Coefficient of variation (CV)	0.4391000319
Kurtosis	6.53628186
Mean	180921.1959
Median Absolute Deviation (MAD)	38000
Skewness	1.88287576
Sum	264144946
Variance	6311111264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140000	20	1.4%
135000	17	1.2%
155000	14	1.0%
145000	14	1.0%
190000	13	0.9%
110000	13	0.9%
115000	12	0.8%
160000	12	0.8%
130000	11	0.8%
139000	11	0.8%
Other values (653)	1323	90.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
34900	1	0.1%
35311	1	0.1%
37900	1	0.1%
39300	1	0.1%
40000	1	0.1%
52000	1	0.1%
52500	1	0.1%
55000	2	0.1%
55993	1	0.1%
58500	1	0.1%

Value	Count	Frequency (%)
755000	1	0.1%
745000	1	0.1%
625000	1	0.1%
611657	1	0.1%
582933	1	0.1%
556581	1	0.1%
555000	1	0.1%
538000	1	0.1%
501837	1	0.1%
485000	1	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Id	MSSubClass	LotFrontage	LotArea	OverallQual	OverallCond	YearBuilt	YearRemodAdd	MasVnrArea	BsmtFinSF1	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	WoodDeckSF	OpenPorchSF	EnclosedPorch	3SsnPorch	MiscVal	MoSold	YrSold	SalePrice
0	1	60	65.0	8450	7	5	2003	2003	196.0	706	0	150	856	856	854	1710	1	0	2	1	3	1	8	0	2003.0	2	548	0	61	0	0	0	2	2008	208500
1	2	20	80.0	9600	6	8	1976	1976	0.0	978	0	284	1262	1262	0	1262	0	1	2	0	3	1	6	1	1976.0	2	460	298	0	0	0	0	5	2007	181500
2	3	60	68.0	11250	7	5	2001	2002	162.0	486	0	434	920	920	866	1786	1	0	2	1	3	1	6	1	2001.0	2	608	0	42	0	0	0	9	2008	223500
3	4	70	60.0	9550	7	5	1915	1970	0.0	216	0	540	756	961	756	1717	1	0	1	0	3	1	7	1	1998.0	3	642	0	35	272	0	0	2	2006	140000
4	5	60	84.0	14260	8	5	2000	2000	350.0	655	0	490	1145	1145	1053	2198	1	0	2	1	4	1	9	1	2000.0	3	836	192	84	0	0	0	12	2008	250000
5	6	50	85.0	14115	5	5	1993	1995	0.0	732	0	64	796	796	566	1362	1	0	1	1	1	1	5	0	1993.0	2	480	40	30	0	320	700	10	2009	143000
6	7	20	75.0	10084	8	5	2004	2005	186.0	1369	0	317	1686	1694	0	1694	1	0	2	0	3	1	7	1	2004.0	2	636	255	57	0	0	0	8	2007	307000
7	8	60	NaN	10382	7	6	1973	1973	240.0	859	32	216	1107	1107	983	2090	1	0	2	1	3	1	7	2	1973.0	2	484	235	204	228	0	350	11	2009	200000
8	9	50	51.0	6120	7	5	1931	1950	0.0	0	0	952	952	1022	752	1774	0	0	2	0	2	2	8	2	1931.0	2	468	90	0	205	0	0	4	2008	129900
9	10	190	50.0	7420	5	6	1939	1950	0.0	851	0	140	991	1077	0	1077	1	0	1	0	2	2	5	2	1939.0	1	205	0	4	0	0	0	1	2008	118000

Last rows

	Id	MSSubClass	LotFrontage	LotArea	OverallQual	OverallCond	YearBuilt	YearRemodAdd	MasVnrArea	BsmtFinSF1	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	WoodDeckSF	OpenPorchSF	EnclosedPorch	MiscVal	MoSold	YrSold	SalePrice
1450	1451	90	60.0	9000	5	5	1974	1974	0.0	0	0	896	896	896	896	1792	0	2	2	4	2	8	0	NaN	0	0	32	45	0	0	9	2009	136000
1451	1452	20	78.0	9262	8	5	2008	2009	194.0	0	0	1573	1573	1578	0	1578	0	2	0	3	1	7	1	2008.0	3	840	0	36	0	0	5	2009	287090
1452	1453	180	35.0	3675	5	5	2005	2005	80.0	547	0	0	547	1072	0	1072	1	1	0	2	1	5	0	2005.0	2	525	0	28	0	0	5	2006	145000
1453	1454	20	90.0	17217	5	5	2006	2006	0.0	0	0	1140	1140	1140	0	1140	0	1	0	3	1	6	0	NaN	0	0	36	56	0	0	7	2006	84500
1454	1455	20	62.0	7500	7	5	2004	2005	0.0	410	0	811	1221	1221	0	1221	1	2	0	2	1	6	0	2004.0	2	400	0	113	0	0	10	2009	185000
1455	1456	60	62.0	7917	6	5	1999	2000	0.0	0	0	953	953	953	694	1647	0	2	1	3	1	7	1	1999.0	2	460	0	40	0	0	8	2007	175000
1456	1457	20	85.0	13175	6	6	1978	1988	119.0	790	163	589	1542	2073	0	2073	1	2	0	3	1	7	2	1978.0	2	500	349	0	0	0	2	2010	210000
1457	1458	70	66.0	9042	7	9	1941	2006	0.0	275	0	877	1152	1188	1152	2340	0	2	0	4	1	9	2	1941.0	1	252	0	60	0	2500	5	2010	266500
1458	1459	20	68.0	9717	5	6	1950	1996	0.0	49	1029	0	1078	1078	0	1078	1	1	0	2	1	5	0	1950.0	1	240	366	0	112	0	4	2010	142125
1459	1460	20	75.0	9937	5	6	1965	1965	0.0	830	290	136	1256	1256	0	1256	1	1	1	3	1	6	0	1965.0	1	276	736	68	0	0	6	2008	147500

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII